Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "156" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 77 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 73 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.729864 | 3.978491 | 0.025889 | 14.463434 | -0.170493 | 36.573569 | 0.978047 | 10.375535 | 0.7418 | 0.7117 | 0.2517 | 17.755186 | 17.603699 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.203733 | 29.814372 | 0.243353 | 4.135253 | 1.618876 | 18.643933 | 3.094070 | 14.354683 | 0.6988 | 0.6334 | 0.2685 | 5.288940 | 4.878007 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.171459 | -1.165766 | -0.426961 | -0.760519 | 0.636239 | 0.709938 | 1.561719 | 0.000324 | 0.0333 | 0.0352 | 0.0008 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.124948 | 23.206180 | 0.065189 | 3.118042 | 0.989820 | 17.402059 | 0.387719 | 20.421603 | 0.6318 | 0.6020 | 0.3688 | 6.617428 | 5.437969 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.025125 | 17.374301 | -0.105099 | 1.983128 | 1.059047 | 16.581034 | 2.208865 | 33.501042 | 0.6378 | 0.6166 | 0.3654 | 8.253847 | 6.400151 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.090553 | 23.525964 | -0.153735 | 8.193130 | 0.991335 | 30.981997 | 1.095947 | 11.184987 | 0.6636 | 0.6232 | 0.3042 | 10.869917 | 8.713264 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.296904 | 20.518597 | 0.492118 | 5.195084 | 1.272159 | 24.673282 | 2.014888 | 11.735885 | 0.7430 | 0.6853 | 0.2351 | 13.716754 | 11.112428 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.525965 | 22.580558 | 0.547146 | 4.553972 | 0.724211 | 3.085561 | 1.531218 | 38.802235 | nan | nan | nan | 8.566157 | 8.623194 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 311.103174 | 312.175427 | inf | inf | 10.485160 | 13.523848 | 211.822764 | 656.723883 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.951030 | -0.371429 | 0.690828 | -0.585339 | 0.333838 | -0.267028 | 2.451341 | 0.241640 | 0.0344 | 0.0361 | 0.0015 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.432012 | 1.665066 | 1.505832 | 0.262455 | 0.176205 | 0.744432 | 1.876177 | 0.862606 | 0.5787 | 0.5929 | 0.3623 | 7.819926 | 9.995904 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.503799 | 1.727801 | 1.203901 | -0.343842 | 0.245070 | 3.144520 | 2.935734 | 8.885068 | 0.6334 | 0.6462 | 0.3877 | 4.283817 | 4.172692 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.275561 | 3.196257 | 0.913421 | -0.319277 | 0.047066 | 5.997872 | 0.741244 | 3.351359 | 0.6345 | 0.6414 | 0.3884 | 5.302613 | 4.752863 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.777288 | 1.294257 | 1.433565 | -0.038513 | 0.416820 | 1.872611 | 1.391315 | 1.795101 | 0.6376 | 0.6495 | 0.3897 | 2.933623 | 2.814075 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.526323 | 0.049083 | 0.948919 | 0.013270 | -0.092900 | 1.066719 | 2.260824 | 1.117131 | 0.6397 | 0.6534 | 0.3835 | 4.571953 | 4.208570 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.088936 | -0.330053 | -0.442582 | -0.061076 | -0.886504 | 0.275462 | 1.145814 | -0.437729 | 0.0343 | 0.0300 | 0.0009 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.293883 | 12.276787 | 1.238572 | -0.242776 | 1.166318 | 14.118993 | 6.351960 | 5.454030 | 0.6370 | 0.6327 | 0.3786 | 4.119144 | 3.870131 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.320852 | 33.005106 | 1.005507 | 1.093909 | 0.866290 | 8.137413 | 1.071081 | 14.296500 | 0.6626 | 0.5995 | 0.3727 | 7.057297 | 6.080729 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.519342 | 19.714789 | 0.846035 | 0.802407 | 0.684763 | 25.723883 | 1.590433 | 2.320902 | 0.7155 | 0.6760 | 0.3410 | 10.286433 | 9.317373 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.109840 | 33.940344 | 0.807578 | 0.962959 | 0.909950 | 10.805379 | 1.732887 | 4.682407 | 0.6557 | 0.5910 | 0.3698 | 9.473857 | 7.625054 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.047219 | 0.033348 | 1.699338 | -0.186383 | 0.410326 | 0.387109 | 1.540131 | 0.581967 | 0.6476 | 0.6670 | 0.3920 | 5.700606 | 5.328201 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.029994 | -0.077527 | 0.801567 | -0.557368 | 0.437209 | -0.321735 | 1.172745 | 1.232216 | 0.6614 | 0.6772 | 0.3842 | 5.096992 | 4.563649 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.908999 | -0.470066 | -0.670333 | -0.456059 | -0.595996 | 44.420901 | -0.177227 | 0.293587 | 0.0342 | 0.0287 | 0.0010 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.501669 | -0.087368 | 0.926896 | -0.591142 | 1.830692 | 12.201421 | 1.555490 | 0.795932 | 0.7225 | 0.7399 | 0.2613 | 5.172990 | 5.099403 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.447339 | 0.250618 | 1.252173 | -0.188970 | 0.355946 | -0.248803 | 2.426163 | -0.478450 | 0.6435 | 0.6731 | 0.4110 | 4.405444 | 3.646639 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.033212 | 1.033212 | 1.033557 | 1.033557 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.398136 | 19.093038 | -0.473214 | -0.898219 | 2.291071 | 1.699529 | 1.262984 | 21.252477 | 0.6592 | 0.6180 | 0.3943 | 4.437419 | 3.591320 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.089461 | 4.408065 | 23.757385 | 17.681237 | -0.375367 | 11.851656 | 2.331223 | 22.952601 | 0.6466 | 0.6514 | 0.3903 | 3.524617 | 3.397211 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.335410 | 1.266098 | -0.171263 | 0.374255 | -1.477537 | 0.970467 | -1.110535 | 10.244585 | 0.6457 | 0.6295 | 0.3950 | 2.886813 | 2.676528 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.917153 | 3.695701 | 1.952772 | 2.267502 | 0.711268 | 0.987208 | -2.331430 | -1.805228 | 0.6370 | 0.6520 | 0.3821 | 3.070871 | 2.830160 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.095626 | 0.753122 | -0.952717 | 0.009219 | -1.497033 | -0.710149 | -0.868087 | -0.952654 | 0.6484 | 0.6660 | 0.4016 | 3.221078 | 3.134365 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.436738 | 1.241336 | 0.766307 | -0.975234 | 0.354892 | 0.869291 | 0.861294 | 3.419046 | 0.6568 | 0.6661 | 0.3893 | 3.299558 | 2.933248 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0308 | 0.0287 | 0.0012 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.338545 | -0.559181 | 0.932487 | 1.483634 | 0.876506 | 4.333264 | 1.176113 | 8.059001 | 0.6571 | 0.6714 | 0.3928 | 4.014322 | 3.720196 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6647 | 0.5965 | 0.3852 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6492 | 0.5970 | 0.3843 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.781516 | 24.714117 | 1.285250 | 1.135937 | 1.895009 | 23.034284 | 1.736793 | 12.683466 | 0.6673 | 0.6268 | 0.3902 | 7.797821 | 5.883822 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.457258 | 8.068959 | 0.765558 | -0.649390 | 1.181904 | 4.577663 | 1.741201 | 18.213462 | 0.6590 | 0.6446 | 0.3896 | 3.566248 | 3.158977 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0490 | 0.0482 | 0.0005 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.442518 | -1.044502 | 1.017404 | -0.267046 | 1.738806 | 8.810136 | 4.462176 | 10.715778 | 0.6441 | 0.6629 | 0.4203 | 3.302890 | 3.225263 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.046890 | 0.534716 | -0.355264 | 0.331321 | 0.752674 | -0.181047 | 5.191047 | 1.464942 | 0.7120 | 0.7219 | 0.3716 | 3.621250 | 3.195137 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.263542 | -0.267737 | 0.448352 | -0.595440 | 0.063965 | -0.279213 | 1.417728 | 2.624626 | 0.7183 | 0.7235 | 0.3555 | 3.789023 | 3.523992 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.045832 | -0.338820 | 0.508047 | -0.575308 | 0.486341 | -0.548109 | 2.137100 | 0.730260 | 0.7589 | 0.7510 | 0.3733 | 4.175030 | 3.656265 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.365299 | 0.249175 | 0.608758 | -0.504585 | 1.092097 | -0.043195 | 2.195996 | 0.587641 | 0.7497 | 0.7439 | 0.3653 | 8.546837 | 6.974006 |
| 2459533 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.557569 | 0.195358 | 0.457858 | -0.221838 | 0.802640 | 0.371200 | 1.389660 | 2.167679 | 0.6817 | 0.7019 | 0.4099 | 3.900053 | 3.396673 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.890772 | 0.241274 | 0.901980 | -0.287913 | 0.825710 | 0.373895 | 0.789306 | 0.811271 | 0.6838 | 0.7020 | 0.4093 | 4.575456 | 3.909782 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.703392 | -0.226452 | -0.604308 | -0.709445 | -0.929887 | 0.232458 | 0.820102 | 1.108347 | 0.0331 | 0.0313 | 0.0007 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.593624 | 5.269055 | 0.538735 | -0.571618 | 0.220316 | 9.546836 | 4.110923 | 12.666996 | 0.8994 | 0.9251 | 0.2102 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.290458 | 25.982048 | 0.401321 | 0.894386 | 0.910650 | 15.442776 | 3.355967 | 81.589842 | 0.0470 | 0.0839 | 0.0026 | 1.677342 | 1.673321 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.307375 | 5.570787 | 1.080237 | 0.028696 | 0.915353 | 8.854431 | 1.637802 | 64.278320 | 0.8657 | 0.8361 | 0.4550 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.126056 | 21.880690 | 0.277805 | 0.981326 | -0.528843 | 9.568983 | 0.490122 | 34.223217 | 0.0731 | 0.1192 | 0.0093 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.576550 | 12.332645 | 0.284136 | 0.518304 | 1.012722 | 9.191894 | 0.302107 | 37.015155 | 0.0810 | 0.1084 | 0.0080 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.170752 | 0.707452 | 0.759693 | -0.531836 | 1.180910 | 5.928464 | 1.030990 | 50.056185 | 0.0759 | 0.0926 | 0.0064 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.298677 | -0.593614 | 0.606035 | -0.538655 | 0.845761 | 0.051555 | -0.466767 | 0.369056 | 0.0905 | 0.0917 | 0.0144 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.044471 | -0.675089 | 0.315506 | -0.176758 | 0.560712 | 0.070760 | -0.046430 | 0.021045 | 0.0933 | 0.1144 | 0.0116 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.394613 | 0.290046 | 0.791471 | -0.854248 | 1.657555 | 6.983420 | 0.612892 | 56.562220 | 0.1174 | 0.1114 | 0.0156 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.183388 | -0.486643 | 0.713799 | -0.434485 | 1.431021 | 1.839724 | -0.081117 | 29.184991 | 0.0979 | 0.1189 | 0.0150 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.281476 | -0.867513 | 0.808978 | -0.902423 | 1.210914 | -0.462168 | 0.995059 | 0.460934 | 0.0683 | 0.1219 | 0.0090 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.134876 | 27.298469 | -0.234309 | 0.666375 | 1.847100 | 30.311550 | 3.988119 | 42.873206 | 0.0893 | 0.1161 | 0.0187 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.581172 | 7.204021 | -0.139941 | 0.989878 | 2.079656 | 19.496206 | 3.401898 | 138.198984 | 0.1029 | 0.1177 | 0.0116 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.212917 | 34.262589 | -0.457892 | 0.991491 | 2.143606 | 27.745933 | 9.479481 | 208.964927 | 0.7175 | 0.7327 | 0.3675 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.649005 | 32.884298 | -0.232909 | 0.883949 | 1.935112 | 26.046822 | 3.179059 | 171.563020 | 0.7372 | 0.7472 | 0.3186 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.358098 | 5.211924 | -0.014389 | 0.886509 | 3.310018 | 21.417907 | 13.510444 | 239.477869 | 0.7369 | 0.7831 | 0.3470 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 7.336783 | 6.149361 | 1.126683 | 1.597034 | 0.350480 | 7.336783 | 0.316596 | 2.246499 | 1.130205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 27.556283 | 21.579939 | 0.808294 | 2.740332 | 0.162534 | 20.443157 | 0.165063 | 27.556283 | 2.194904 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 38.031019 | 38.031019 | 0.501015 | 12.709616 | -0.342693 | 17.293161 | 0.141957 | 13.324301 | 1.278872 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 36.573569 | 0.729864 | 3.978491 | 0.025889 | 14.463434 | -0.170493 | 36.573569 | 0.978047 | 10.375535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 29.814372 | 1.203733 | 29.814372 | 0.243353 | 4.135253 | 1.618876 | 18.643933 | 3.094070 | 14.354683 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.561719 | -1.165766 | 0.171459 | -0.760519 | -0.426961 | 0.709938 | 0.636239 | 0.000324 | 1.561719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 23.206180 | 23.206180 | 1.124948 | 3.118042 | 0.065189 | 17.402059 | 0.989820 | 20.421603 | 0.387719 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 33.501042 | 1.025125 | 17.374301 | -0.105099 | 1.983128 | 1.059047 | 16.581034 | 2.208865 | 33.501042 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 30.981997 | 23.525964 | 0.090553 | 8.193130 | -0.153735 | 30.981997 | 0.991335 | 11.184987 | 1.095947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 24.673282 | 1.296904 | 20.518597 | 0.492118 | 5.195084 | 1.272159 | 24.673282 | 2.014888 | 11.735885 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 38.802235 | 22.580558 | 0.525965 | 4.553972 | 0.547146 | 3.085561 | 0.724211 | 38.802235 | 1.531218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Power | inf | 311.103174 | 312.175427 | inf | inf | 10.485160 | 13.523848 | 211.822764 | 656.723883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.451341 | 1.951030 | -0.371429 | 0.690828 | -0.585339 | 0.333838 | -0.267028 | 2.451341 | 0.241640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.876177 | -0.432012 | 1.665066 | 1.505832 | 0.262455 | 0.176205 | 0.744432 | 1.876177 | 0.862606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 8.885068 | 0.503799 | 1.727801 | 1.203901 | -0.343842 | 0.245070 | 3.144520 | 2.935734 | 8.885068 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 5.997872 | 3.196257 | -0.275561 | -0.319277 | 0.913421 | 5.997872 | 0.047066 | 3.351359 | 0.741244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 1.872611 | -0.777288 | 1.294257 | 1.433565 | -0.038513 | 0.416820 | 1.872611 | 1.391315 | 1.795101 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.260824 | 0.049083 | -0.526323 | 0.013270 | 0.948919 | 1.066719 | -0.092900 | 1.117131 | 2.260824 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 1.145814 | -1.088936 | -0.330053 | -0.442582 | -0.061076 | -0.886504 | 0.275462 | 1.145814 | -0.437729 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 14.118993 | 12.276787 | 2.293883 | -0.242776 | 1.238572 | 14.118993 | 1.166318 | 5.454030 | 6.351960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 33.005106 | 33.005106 | 1.320852 | 1.093909 | 1.005507 | 8.137413 | 0.866290 | 14.296500 | 1.071081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 25.723883 | 19.714789 | -0.519342 | 0.802407 | 0.846035 | 25.723883 | 0.684763 | 2.320902 | 1.590433 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 33.940344 | -0.109840 | 33.940344 | 0.807578 | 0.962959 | 0.909950 | 10.805379 | 1.732887 | 4.682407 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Power | 1.699338 | 0.033348 | 0.047219 | -0.186383 | 1.699338 | 0.387109 | 0.410326 | 0.581967 | 1.540131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 1.232216 | -0.077527 | -0.029994 | -0.557368 | 0.801567 | -0.321735 | 0.437209 | 1.232216 | 1.172745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 44.420901 | -0.470066 | -0.908999 | -0.456059 | -0.670333 | 44.420901 | -0.595996 | 0.293587 | -0.177227 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Variability | 12.201421 | -0.087368 | -0.501669 | -0.591142 | 0.926896 | 12.201421 | 1.830692 | 0.795932 | 1.555490 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.426163 | 0.250618 | 0.447339 | -0.188970 | 1.252173 | -0.248803 | 0.355946 | -0.478450 | 2.426163 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Power | 1.033557 | 1.033212 | 1.033212 | 1.033557 | 1.033557 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 21.252477 | -0.398136 | 19.093038 | -0.473214 | -0.898219 | 2.291071 | 1.699529 | 1.262984 | 21.252477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Power | 23.757385 | 0.089461 | 4.408065 | 23.757385 | 17.681237 | -0.375367 | 11.851656 | 2.331223 | 22.952601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 10.244585 | 0.335410 | 1.266098 | -0.171263 | 0.374255 | -1.477537 | 0.970467 | -1.110535 | 10.244585 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 3.695701 | 2.917153 | 3.695701 | 1.952772 | 2.267502 | 0.711268 | 0.987208 | -2.331430 | -1.805228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 0.753122 | -0.095626 | 0.753122 | -0.952717 | 0.009219 | -1.497033 | -0.710149 | -0.868087 | -0.952654 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 3.419046 | -0.436738 | 1.241336 | 0.766307 | -0.975234 | 0.354892 | 0.869291 | 0.861294 | 3.419046 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 8.059001 | -0.559181 | 0.338545 | 1.483634 | 0.932487 | 4.333264 | 0.876506 | 8.059001 | 1.176113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | 24.714117 | 24.714117 | 1.781516 | 1.135937 | 1.285250 | 23.034284 | 1.895009 | 12.683466 | 1.736793 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 18.213462 | 8.068959 | -0.457258 | -0.649390 | 0.765558 | 4.577663 | 1.181904 | 18.213462 | 1.741201 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 10.715778 | -0.442518 | -1.044502 | 1.017404 | -0.267046 | 1.738806 | 8.810136 | 4.462176 | 10.715778 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 5.191047 | 0.534716 | 0.046890 | 0.331321 | -0.355264 | -0.181047 | 0.752674 | 1.464942 | 5.191047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 2.624626 | -0.267737 | -0.263542 | -0.595440 | 0.448352 | -0.279213 | 0.063965 | 2.624626 | 1.417728 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.137100 | 1.045832 | -0.338820 | 0.508047 | -0.575308 | 0.486341 | -0.548109 | 2.137100 | 0.730260 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.195996 | 0.249175 | 0.365299 | -0.504585 | 0.608758 | -0.043195 | 1.092097 | 0.587641 | 2.195996 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 2.167679 | 1.557569 | 0.195358 | 0.457858 | -0.221838 | 0.802640 | 0.371200 | 1.389660 | 2.167679 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Shape | 1.890772 | 1.890772 | 0.241274 | 0.901980 | -0.287913 | 0.825710 | 0.373895 | 0.789306 | 0.811271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 1.108347 | -0.226452 | -0.703392 | -0.709445 | -0.604308 | 0.232458 | -0.929887 | 1.108347 | 0.820102 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 12.666996 | 5.269055 | -0.593624 | -0.571618 | 0.538735 | 9.546836 | 0.220316 | 12.666996 | 4.110923 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 81.323590 | -0.117280 | 13.998161 | 1.602194 | 0.678131 | -0.045953 | 13.763986 | 1.848520 | 81.323590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 81.589842 | 25.982048 | 0.290458 | 0.894386 | 0.401321 | 15.442776 | 0.910650 | 81.589842 | 3.355967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 64.278320 | 0.307375 | 5.570787 | 1.080237 | 0.028696 | 0.915353 | 8.854431 | 1.637802 | 64.278320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 34.223217 | -0.126056 | 21.880690 | 0.277805 | 0.981326 | -0.528843 | 9.568983 | 0.490122 | 34.223217 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 37.015155 | -0.576550 | 12.332645 | 0.284136 | 0.518304 | 1.012722 | 9.191894 | 0.302107 | 37.015155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 50.056185 | 0.707452 | -0.170752 | -0.531836 | 0.759693 | 5.928464 | 1.180910 | 50.056185 | 1.030990 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Variability | 0.845761 | 0.298677 | -0.593614 | 0.606035 | -0.538655 | 0.845761 | 0.051555 | -0.466767 | 0.369056 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Variability | 0.560712 | -0.675089 | -0.044471 | -0.176758 | 0.315506 | 0.070760 | 0.560712 | 0.021045 | -0.046430 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 56.562220 | 0.394613 | 0.290046 | 0.791471 | -0.854248 | 1.657555 | 6.983420 | 0.612892 | 56.562220 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 29.184991 | 0.183388 | -0.486643 | 0.713799 | -0.434485 | 1.431021 | 1.839724 | -0.081117 | 29.184991 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | ee Temporal Variability | 1.210914 | -0.867513 | 0.281476 | -0.902423 | 0.808978 | -0.462168 | 1.210914 | 0.460934 | 0.995059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 42.873206 | 27.298469 | 0.134876 | 0.666375 | -0.234309 | 30.311550 | 1.847100 | 42.873206 | 3.988119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 138.198984 | 0.581172 | 7.204021 | -0.139941 | 0.989878 | 2.079656 | 19.496206 | 3.401898 | 138.198984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 208.964927 | 34.262589 | -0.212917 | 0.991491 | -0.457892 | 27.745933 | 2.143606 | 208.964927 | 9.479481 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 171.563020 | 1.649005 | 32.884298 | -0.232909 | 0.883949 | 1.935112 | 26.046822 | 3.179059 | 171.563020 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | 12 | RF_maintenance | nn Temporal Discontinuties | 239.477869 | 4.358098 | 5.211924 | -0.014389 | 0.886509 | 3.310018 | 21.417907 | 13.510444 | 239.477869 |